{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Wellog_1.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyOE8S890s+F4W+AE1vpNP11",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Divyanshu-ISM/Oil-and-Gas-data-analysis/blob/master/Wellog_1.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wvwhdfwtCHqC",
        "colab_type": "text"
      },
      "source": [
        "#**Playing with Well-Logs in Python**\n",
        "\n",
        "Divyanshu | dvyas13ad@gmail.com \n",
        "\n",
        "##1. Basic Steps to Visualize a Log"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "svvcMzOY1AZ6",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# !pip install kaggle"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ah8VfKP40dtK",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0UyS0voG0mSf",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df = pd.read_excel('367.xlsx',sheet_name = 'Log')"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "tZ6KoaaB0vne",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 224
        },
        "outputId": "6830c07b-6718-4075-ec51-99efc4ab9f17"
      },
      "source": [
        "df.head()"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Depth</th>\n",
              "      <th>CALI</th>\n",
              "      <th>CGR</th>\n",
              "      <th>DT</th>\n",
              "      <th>ILD</th>\n",
              "      <th>NPHI</th>\n",
              "      <th>PEF</th>\n",
              "      <th>PHI2</th>\n",
              "      <th>PHIE</th>\n",
              "      <th>RHOB</th>\n",
              "      <th>RT</th>\n",
              "      <th>SGR</th>\n",
              "      <th>SW</th>\n",
              "      <th>sw new</th>\n",
              "      <th>sw new%</th>\n",
              "      <th>SXO</th>\n",
              "      <th>Φda</th>\n",
              "      <th>ΦN</th>\n",
              "      <th>ΦND</th>\n",
              "      <th>Dtsyn</th>\n",
              "      <th>Vpsyn</th>\n",
              "      <th>Vpreal</th>\n",
              "      <th>ΔVp</th>\n",
              "      <th>ΔVp (m/s)</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>3154.07</td>\n",
              "      <td>8.85</td>\n",
              "      <td>3.49</td>\n",
              "      <td>58.30</td>\n",
              "      <td>764.96</td>\n",
              "      <td>0.01</td>\n",
              "      <td>5.08</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.01</td>\n",
              "      <td>2.83</td>\n",
              "      <td>803.39</td>\n",
              "      <td>15.36</td>\n",
              "      <td>0.92</td>\n",
              "      <td>0.460004</td>\n",
              "      <td>46.000362</td>\n",
              "      <td>0</td>\n",
              "      <td>0.010811</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.010413</td>\n",
              "      <td>59.7170</td>\n",
              "      <td>5.104074</td>\n",
              "      <td>5.228130</td>\n",
              "      <td>0.124056</td>\n",
              "      <td>124.056143</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>3154.22</td>\n",
              "      <td>8.89</td>\n",
              "      <td>3.84</td>\n",
              "      <td>58.57</td>\n",
              "      <td>862.66</td>\n",
              "      <td>0.01</td>\n",
              "      <td>4.99</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.01</td>\n",
              "      <td>2.82</td>\n",
              "      <td>923.57</td>\n",
              "      <td>17.78</td>\n",
              "      <td>0.75</td>\n",
              "      <td>0.429032</td>\n",
              "      <td>42.903187</td>\n",
              "      <td>0</td>\n",
              "      <td>0.016216</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.013472</td>\n",
              "      <td>59.9843</td>\n",
              "      <td>5.081330</td>\n",
              "      <td>5.204029</td>\n",
              "      <td>0.122700</td>\n",
              "      <td>122.699752</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>3154.38</td>\n",
              "      <td>8.92</td>\n",
              "      <td>3.93</td>\n",
              "      <td>58.71</td>\n",
              "      <td>1017.51</td>\n",
              "      <td>0.01</td>\n",
              "      <td>4.90</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.01</td>\n",
              "      <td>2.82</td>\n",
              "      <td>1117.78</td>\n",
              "      <td>19.66</td>\n",
              "      <td>0.63</td>\n",
              "      <td>0.389984</td>\n",
              "      <td>38.998355</td>\n",
              "      <td>0</td>\n",
              "      <td>0.016216</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.013472</td>\n",
              "      <td>60.1229</td>\n",
              "      <td>5.069616</td>\n",
              "      <td>5.191620</td>\n",
              "      <td>0.122004</td>\n",
              "      <td>122.004089</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3154.53</td>\n",
              "      <td>8.95</td>\n",
              "      <td>3.77</td>\n",
              "      <td>58.77</td>\n",
              "      <td>1272.45</td>\n",
              "      <td>0.01</td>\n",
              "      <td>4.83</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.01</td>\n",
              "      <td>2.81</td>\n",
              "      <td>1310.53</td>\n",
              "      <td>20.77</td>\n",
              "      <td>0.58</td>\n",
              "      <td>0.360165</td>\n",
              "      <td>36.016456</td>\n",
              "      <td>0</td>\n",
              "      <td>0.021622</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.016845</td>\n",
              "      <td>60.1823</td>\n",
              "      <td>5.064612</td>\n",
              "      <td>5.186320</td>\n",
              "      <td>0.121708</td>\n",
              "      <td>121.707530</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>3154.68</td>\n",
              "      <td>8.98</td>\n",
              "      <td>3.42</td>\n",
              "      <td>58.81</td>\n",
              "      <td>1369.27</td>\n",
              "      <td>0.01</td>\n",
              "      <td>4.79</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.01</td>\n",
              "      <td>2.81</td>\n",
              "      <td>1418.42</td>\n",
              "      <td>21.09</td>\n",
              "      <td>0.53</td>\n",
              "      <td>0.346196</td>\n",
              "      <td>34.619599</td>\n",
              "      <td>0</td>\n",
              "      <td>0.021622</td>\n",
              "      <td>0.01</td>\n",
              "      <td>0.016845</td>\n",
              "      <td>60.2219</td>\n",
              "      <td>5.061282</td>\n",
              "      <td>5.182792</td>\n",
              "      <td>0.121510</td>\n",
              "      <td>121.510349</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     Depth  CALI   CGR     DT  ...     Vpsyn    Vpreal       ΔVp   ΔVp (m/s)\n",
              "0  3154.07  8.85  3.49  58.30  ...  5.104074  5.228130  0.124056  124.056143\n",
              "1  3154.22  8.89  3.84  58.57  ...  5.081330  5.204029  0.122700  122.699752\n",
              "2  3154.38  8.92  3.93  58.71  ...  5.069616  5.191620  0.122004  122.004089\n",
              "3  3154.53  8.95  3.77  58.77  ...  5.064612  5.186320  0.121708  121.707530\n",
              "4  3154.68  8.98  3.42  58.81  ...  5.061282  5.182792  0.121510  121.510349\n",
              "\n",
              "[5 rows x 24 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xwHaq9an3NO2",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 544
        },
        "outputId": "331f0fb9-72a0-4c01-dd34-3d16ed237e48"
      },
      "source": [
        "df.info()"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 3645 entries, 0 to 3644\n",
            "Data columns (total 24 columns):\n",
            " #   Column     Non-Null Count  Dtype  \n",
            "---  ------     --------------  -----  \n",
            " 0   Depth      3645 non-null   float64\n",
            " 1   CALI       3645 non-null   float64\n",
            " 2   CGR        3632 non-null   float64\n",
            " 3   DT         3645 non-null   float64\n",
            " 4   ILD        3645 non-null   float64\n",
            " 5   NPHI       3645 non-null   float64\n",
            " 6   PEF        3645 non-null   float64\n",
            " 7   PHI2       3645 non-null   float64\n",
            " 8   PHIE       3645 non-null   float64\n",
            " 9   RHOB       3645 non-null   float64\n",
            " 10  RT         3645 non-null   float64\n",
            " 11  SGR        3632 non-null   float64\n",
            " 12  SW         3645 non-null   float64\n",
            " 13  sw new     3645 non-null   float64\n",
            " 14  sw new%    3645 non-null   float64\n",
            " 15  SXO        3645 non-null   int64  \n",
            " 16  Φda        3645 non-null   float64\n",
            " 17  ΦN         3645 non-null   float64\n",
            " 18  ΦND        3645 non-null   float64\n",
            " 19  Dtsyn      3645 non-null   float64\n",
            " 20  Vpsyn      3645 non-null   float64\n",
            " 21  Vpreal     3645 non-null   float64\n",
            " 22  ΔVp        3645 non-null   float64\n",
            " 23  ΔVp (m/s)  3645 non-null   float64\n",
            "dtypes: float64(23), int64(1)\n",
            "memory usage: 683.6 KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0LMO5Df56RNP",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "df = df.dropna()"
      ],
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4XzpQ_tX6mYw",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 544
        },
        "outputId": "7ee4ddb9-1dc0-413a-a682-721ea96e37b6"
      },
      "source": [
        "df.info()"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 3632 entries, 0 to 3631\n",
            "Data columns (total 24 columns):\n",
            " #   Column     Non-Null Count  Dtype  \n",
            "---  ------     --------------  -----  \n",
            " 0   Depth      3632 non-null   float64\n",
            " 1   CALI       3632 non-null   float64\n",
            " 2   CGR        3632 non-null   float64\n",
            " 3   DT         3632 non-null   float64\n",
            " 4   ILD        3632 non-null   float64\n",
            " 5   NPHI       3632 non-null   float64\n",
            " 6   PEF        3632 non-null   float64\n",
            " 7   PHI2       3632 non-null   float64\n",
            " 8   PHIE       3632 non-null   float64\n",
            " 9   RHOB       3632 non-null   float64\n",
            " 10  RT         3632 non-null   float64\n",
            " 11  SGR        3632 non-null   float64\n",
            " 12  SW         3632 non-null   float64\n",
            " 13  sw new     3632 non-null   float64\n",
            " 14  sw new%    3632 non-null   float64\n",
            " 15  SXO        3632 non-null   int64  \n",
            " 16  Φda        3632 non-null   float64\n",
            " 17  ΦN         3632 non-null   float64\n",
            " 18  ΦND        3632 non-null   float64\n",
            " 19  Dtsyn      3632 non-null   float64\n",
            " 20  Vpsyn      3632 non-null   float64\n",
            " 21  Vpreal     3632 non-null   float64\n",
            " 22  ΔVp        3632 non-null   float64\n",
            " 23  ΔVp (m/s)  3632 non-null   float64\n",
            "dtypes: float64(23), int64(1)\n",
            "memory usage: 709.4 KB\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Yy2GYChC6obD",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        },
        "outputId": "9f0f36b4-7076-4a6e-8c62-f6b55c5f9f14"
      },
      "source": [
        "df.columns"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Depth', 'CALI', 'CGR', 'DT', 'ILD', 'NPHI', 'PEF', 'PHI2', 'PHIE',\n",
              "       'RHOB', 'RT', 'SGR', 'SW', 'sw new', 'sw new%', 'SXO', 'Φda', 'ΦN',\n",
              "       'ΦND', 'Dtsyn', 'Vpsyn', 'Vpreal', 'ΔVp', 'ΔVp (m/s)'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6FqntyW7_U5a",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "635b578b-dd53-4cf5-c332-a38a2f169057"
      },
      "source": [
        "# df['Depth'].max() #3700\n",
        "df['Depth'].min()"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "3154.07"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "m4cBcUX77FQo",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "2f6964bf-fc45-4322-dea4-5d6200c21bdb"
      },
      "source": [
        "plt.style.use('default')\n",
        "\n",
        "fig, ax = plt.subplots(1, 3 , sharex='col', sharey='row' , gridspec_kw={'hspace': 0, 'wspace': 0}, figsize=(8,16) )\n",
        "# fig.suptitle('Porosity Logs')\n",
        "\n",
        "for a in ax:\n",
        "  a.set_ylim(3700,3150)\n",
        "  a.set_ylabel('Depth')\n",
        "\n",
        "\n",
        "# ax.set_ylim(3700,3000)\n",
        "\n",
        "\n",
        "# plt.figure(figsize = (4,20))\n",
        "\n",
        "ax[0].plot(df['NPHI'],df['Depth'],color='b')\n",
        "# ax[0].plot(df['RHOB'],df['Depth'],color='r' , linestyle='--')\n",
        "ax[0].grid()\n",
        "ax[0].set_title('Neutron')\n",
        "# ax1.figure(figsize=(4,20))\n",
        "\n",
        "ax[1].plot(df['RHOB'] , df['Depth'],color='r')\n",
        "ax[1].grid()\n",
        "ax[1].set_xlim(df['RHOB'].max() , df['RHOB'].min())\n",
        "ax[1].set_title('Density')\n",
        "\n",
        "ax[2].plot(df['DT'] , df['Depth'], color='g')\n",
        "ax[2].grid()\n",
        "ax[2].set_title('Sonic Log')\n",
        "\n",
        "\n",
        "# for a in axs:\n",
        "\n",
        "\n",
        "# plt.grid()"
      ],
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Sonic Log')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 54
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 800x1600 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4vlYA_9M7R4s",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}